Dataset info
| Number of variables | 21 |
|---|---|
| Number of observations | 21613 |
| Missing cells | 0 (0.0%) |
| Duplicate rows | 0 (0.0%) |
| Total size in memory | 3.5 MiB |
| Average record size in memory | 168.0 B |
Variables types
| Numeric | 19 |
|---|---|
| Categorical | 1 |
| Boolean | 1 |
| Date | 0 |
| URL | 0 |
| Text (Unique) | 0 |
| Rejected | 0 |
| Unsupported | 0 |
Warnings
date has a high cardinality: 372 distinct values | Warning |
sqft_basement has 13126 (60.7%) zeros | Zeros |
view has 19489 (90.2%) zeros | Zeros |
yr_renovated has 20699 (95.8%) zeros | Zeros |
bathrooms
Numeric
| Distinct count | 30 |
|---|---|
| Unique (%) | 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 2.114757322 |
|---|---|
| Minimum | 0 |
| Maximum | 8 |
| Zeros (%) | < 0.1% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 1.75 |
| Median | 2.25 |
| Q3 | 2.5 |
| 95-th percentile | 3.5 |
| Maximum | 8 |
| Range | 8 |
| Interquartile range | 0.75 |
Descriptive statistics
| Standard deviation | 0.7701631572 |
|---|---|
| Coef of variation | 0.3641851238 |
| Kurtosis | 1.279902444 |
| Mean | 2.114757322 |
| MAD | 0.6153609574 |
| Skewness | 0.5111075733 |
| Sum | 45706.25 |
| Variance | 0.5931512887 |
| Memory size | 169.0 KiB |
| Value | Count | Frequency (%) | |
| 2.5 | 5380 | 24.9% | |
| 1 | 3852 | 17.8% | |
| 1.75 | 3048 | 14.1% | |
| 2.25 | 2047 | 9.5% | |
| 2 | 1930 | 8.9% | |
| 1.5 | 1446 | 6.7% | |
| 2.75 | 1185 | 5.5% | |
| 3 | 753 | 3.5% | |
| 3.5 | 731 | 3.4% | |
| 3.25 | 589 | 2.7% | |
| Other values (20) | 652 | 3.0% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 10 | < 0.1% | |
| 0.5 | 4 | < 0.1% | |
| 0.75 | 72 | 0.3% | |
| 1 | 3852 | 17.8% | |
| 1.25 | 9 | < 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 8 | 2 | < 0.1% | |
| 7.75 | 1 | < 0.1% | |
| 7.5 | 1 | < 0.1% | |
| 6.75 | 2 | < 0.1% | |
| 6.5 | 2 | < 0.1% |
bedrooms
Numeric
| Distinct count | 13 |
|---|---|
| Unique (%) | 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 3.370841623 |
|---|---|
| Minimum | 0 |
| Maximum | 33 |
| Zeros (%) | 0.1% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 2 |
| Q1 | 3 |
| Median | 3 |
| Q3 | 4 |
| 95-th percentile | 5 |
| Maximum | 33 |
| Range | 33 |
| Interquartile range | 1 |
Descriptive statistics
| Standard deviation | 0.9300618311 |
|---|---|
| Coef of variation | 0.2759138325 |
| Kurtosis | 49.06365318 |
| Mean | 3.370841623 |
| MAD | 0.7349548336 |
| Skewness | 1.974299535 |
| Sum | 72854 |
| Variance | 0.8650150098 |
| Memory size | 169.0 KiB |
| Value | Count | Frequency (%) | |
| 3 | 9824 | 45.5% | |
| 4 | 6882 | 31.8% | |
| 2 | 2760 | 12.8% | |
| 5 | 1601 | 7.4% | |
| 6 | 272 | 1.3% | |
| 1 | 199 | 0.9% | |
| 7 | 38 | 0.2% | |
| 8 | 13 | 0.1% | |
| 0 | 13 | 0.1% | |
| 9 | 6 | < 0.1% | |
| Other values (3) | 5 | < 0.1% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 13 | 0.1% | |
| 1 | 199 | 0.9% | |
| 2 | 2760 | 12.8% | |
| 3 | 9824 | 45.5% | |
| 4 | 6882 | 31.8% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 33 | 1 | < 0.1% | |
| 11 | 1 | < 0.1% | |
| 10 | 3 | < 0.1% | |
| 9 | 6 | < 0.1% | |
| 8 | 13 | 0.1% |
condition
Numeric
| Distinct count | 5 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 3.40942951 |
|---|---|
| Minimum | 1 |
| Maximum | 5 |
| Zeros (%) | 0.0% |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 3 |
| Q1 | 3 |
| Median | 3 |
| Q3 | 4 |
| 95-th percentile | 5 |
| Maximum | 5 |
| Range | 4 |
| Interquartile range | 1 |
Descriptive statistics
| Standard deviation | 0.6507430464 |
|---|---|
| Coef of variation | 0.1908656696 |
| Kurtosis | 0.5257635653 |
| Mean | 3.40942951 |
| MAD | 0.5607190317 |
| Skewness | 1.032804637 |
| Sum | 73688 |
| Variance | 0.4234665124 |
| Memory size | 169.0 KiB |
| Value | Count | Frequency (%) | |
| 3 | 14031 | 64.9% | |
| 4 | 5679 | 26.3% | |
| 5 | 1701 | 7.9% | |
| 2 | 172 | 0.8% | |
| 1 | 30 | 0.1% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 1 | 30 | 0.1% | |
| 2 | 172 | 0.8% | |
| 3 | 14031 | 64.9% | |
| 4 | 5679 | 26.3% | |
| 5 | 1701 | 7.9% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 5 | 1701 | 7.9% | |
| 4 | 5679 | 26.3% | |
| 3 | 14031 | 64.9% | |
| 2 | 172 | 0.8% | |
| 1 | 30 | 0.1% |
date
Categorical
| Distinct count | 372 |
|---|---|
| Unique (%) | 1.7% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| 20140623T000000 | 142 |
|---|---|
| 20140626T000000 | 131 |
| 20140625T000000 | 131 |
| Other values (369) |
| Value | Count | Frequency (%) | |
| 20140623T000000 | 142 | 0.7% | |
| 20140626T000000 | 131 | 0.6% | |
| 20140625T000000 | 131 | 0.6% | |
| 20140708T000000 | 127 | 0.6% | |
| 20150427T000000 | 126 | 0.6% | |
| 20150325T000000 | 123 | 0.6% | |
| 20150422T000000 | 121 | 0.6% | |
| 20140709T000000 | 121 | 0.6% | |
| 20150414T000000 | 121 | 0.6% | |
| 20150428T000000 | 121 | 0.6% | |
| Other values (362) | 20349 | 94.2% |
| Max length | 15 |
|---|---|
| Mean length | 15 |
| Min length | 15 |
| Contains chars | True |
| Contains digits | True |
| Contains spaces | False |
| Contains non-words | False |
floors
Numeric
| Distinct count | 6 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 1.494308981 |
|---|---|
| Minimum | 1 |
| Maximum | 3.5 |
| Zeros (%) | 0.0% |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 1 |
| Median | 1.5 |
| Q3 | 2 |
| 95-th percentile | 2 |
| Maximum | 3.5 |
| Range | 2.5 |
| Interquartile range | 1 |
Descriptive statistics
| Standard deviation | 0.5399888951 |
|---|---|
| Coef of variation | 0.361363615 |
| Kurtosis | -0.4847229368 |
| Mean | 1.494308981 |
| MAD | 0.4885226404 |
| Skewness | 0.6161767212 |
| Sum | 32296.5 |
| Variance | 0.2915880069 |
| Memory size | 169.0 KiB |
| Value | Count | Frequency (%) | |
| 1 | 10680 | 49.4% | |
| 2 | 8241 | 38.1% | |
| 1.5 | 1910 | 8.8% | |
| 3 | 613 | 2.8% | |
| 2.5 | 161 | 0.7% | |
| 3.5 | 8 | < 0.1% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 1 | 10680 | 49.4% | |
| 1.5 | 1910 | 8.8% | |
| 2 | 8241 | 38.1% | |
| 2.5 | 161 | 0.7% | |
| 3 | 613 | 2.8% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 3.5 | 8 | < 0.1% | |
| 3 | 613 | 2.8% | |
| 2.5 | 161 | 0.7% | |
| 2 | 8241 | 38.1% | |
| 1.5 | 1910 | 8.8% |
grade
Numeric
| Distinct count | 12 |
|---|---|
| Unique (%) | 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 7.656873178 |
|---|---|
| Minimum | 1 |
| Maximum | 13 |
| Zeros (%) | 0.0% |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 6 |
| Q1 | 7 |
| Median | 7 |
| Q3 | 8 |
| 95-th percentile | 10 |
| Maximum | 13 |
| Range | 12 |
| Interquartile range | 1 |
Descriptive statistics
| Standard deviation | 1.175458757 |
|---|---|
| Coef of variation | 0.1535168116 |
| Kurtosis | 1.190932077 |
| Mean | 7.656873178 |
| MAD | 0.929600303 |
| Skewness | 0.7711032008 |
| Sum | 165488 |
| Variance | 1.381703289 |
| Memory size | 169.0 KiB |
| Value | Count | Frequency (%) | |
| 7 | 8981 | 41.6% | |
| 8 | 6068 | 28.1% | |
| 9 | 2615 | 12.1% | |
| 6 | 2038 | 9.4% | |
| 10 | 1134 | 5.2% | |
| 11 | 399 | 1.8% | |
| 5 | 242 | 1.1% | |
| 12 | 90 | 0.4% | |
| 4 | 29 | 0.1% | |
| 13 | 13 | 0.1% | |
| Other values (2) | 4 | < 0.1% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 1 | 1 | < 0.1% | |
| 3 | 3 | < 0.1% | |
| 4 | 29 | 0.1% | |
| 5 | 242 | 1.1% | |
| 6 | 2038 | 9.4% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 13 | 13 | 0.1% | |
| 12 | 90 | 0.4% | |
| 11 | 399 | 1.8% | |
| 10 | 1134 | 5.2% | |
| 9 | 2615 | 12.1% |
id
Numeric
| Distinct count | 21436 |
|---|---|
| Unique (%) | 99.2% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 4580301521 |
|---|---|
| Minimum | 1000102 |
| Maximum | 9900000190 |
| Zeros (%) | 0.0% |
Quantile statistics
| Minimum | 1000102 |
|---|---|
| 5-th percentile | 512480335 |
| Q1 | 2123049194 |
| Median | 3904930410 |
| Q3 | 7308900445 |
| 95-th percentile | 9297300429 |
| Maximum | 9900000190 |
| Range | 9899000088 |
| Interquartile range | 5185851251 |
Descriptive statistics
| Standard deviation | 2876565571 |
|---|---|
| Coef of variation | 0.6280297396 |
| Kurtosis | -1.260541871 |
| Mean | 4580301521 |
| MAD | 2543592458 |
| Skewness | 0.2433285476 |
| Sum | 9.899405677e+13 |
| Variance | 8.274629486e+18 |
| Memory size | 169.0 KiB |
| Value | Count | Frequency (%) | |
| 795000620 | 3 | < 0.1% | |
| 2206700215 | 2 | < 0.1% | |
| 643300040 | 2 | < 0.1% | |
| 3333002450 | 2 | < 0.1% | |
| 1995200200 | 2 | < 0.1% | |
| 1781500435 | 2 | < 0.1% | |
| 3904100089 | 2 | < 0.1% | |
| 3323059027 | 2 | < 0.1% | |
| 6300000226 | 2 | < 0.1% | |
| 9809000020 | 2 | < 0.1% | |
| Other values (21426) | 21592 | 99.9% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 1000102 | 2 | < 0.1% | |
| 1200019 | 1 | < 0.1% | |
| 1200021 | 1 | < 0.1% | |
| 2800031 | 1 | < 0.1% | |
| 3600057 | 1 | < 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 9900000190 | 1 | < 0.1% | |
| 9895000040 | 1 | < 0.1% | |
| 9842300540 | 1 | < 0.1% | |
| 9842300485 | 1 | < 0.1% | |
| 9842300095 | 1 | < 0.1% |
lat
Numeric
| Distinct count | 5034 |
|---|---|
| Unique (%) | 23.3% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 47.56005252 |
|---|---|
| Minimum | 47.1559 |
| Maximum | 47.7776 |
| Zeros (%) | 0.0% |
Quantile statistics
| Minimum | 47.1559 |
|---|---|
| 5-th percentile | 47.3103 |
| Q1 | 47.471 |
| Median | 47.5718 |
| Q3 | 47.678 |
| 95-th percentile | 47.74964 |
| Maximum | 47.7776 |
| Range | 0.6217 |
| Interquartile range | 0.207 |
Descriptive statistics
| Standard deviation | 0.1385637102 |
|---|---|
| Coef of variation | 0.002913447377 |
| Kurtosis | -0.6763130016 |
| Mean | 47.56005252 |
| MAD | 0.1148297137 |
| Skewness | -0.4852704765 |
| Sum | 1027915.415 |
| Variance | 0.0191999018 |
| Memory size | 169.0 KiB |
| Value | Count | Frequency (%) | |
| 47.5491 | 17 | 0.1% | |
| 47.6846 | 17 | 0.1% | |
| 47.6624 | 17 | 0.1% | |
| 47.5322 | 17 | 0.1% | |
| 47.6711 | 16 | 0.1% | |
| 47.6886 | 16 | 0.1% | |
| 47.6955 | 16 | 0.1% | |
| 47.686 | 15 | 0.1% | |
| 47.6647 | 15 | 0.1% | |
| 47.6904 | 15 | 0.1% | |
| Other values (5024) | 21452 | 99.3% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 47.1559 | 1 | < 0.1% | |
| 47.1593 | 1 | < 0.1% | |
| 47.1622 | 1 | < 0.1% | |
| 47.1647 | 1 | < 0.1% | |
| 47.1764 | 1 | < 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 47.7776 | 3 | < 0.1% | |
| 47.7775 | 3 | < 0.1% | |
| 47.7774 | 1 | < 0.1% | |
| 47.7772 | 3 | < 0.1% | |
| 47.7771 | 2 | < 0.1% |
long
Numeric
| Distinct count | 752 |
|---|---|
| Unique (%) | 3.5% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | -122.2138964 |
|---|---|
| Minimum | -122.519 |
| Maximum | -121.315 |
| Zeros (%) | 0.0% |
Quantile statistics
| Minimum | -122.519 |
|---|---|
| 5-th percentile | -122.387 |
| Q1 | -122.328 |
| Median | -122.23 |
| Q3 | -122.125 |
| 95-th percentile | -121.979 |
| Maximum | -121.315 |
| Range | 1.204 |
| Interquartile range | 0.203 |
Descriptive statistics
| Standard deviation | 0.1408283424 |
|---|---|
| Coef of variation | -0.001152310388 |
| Kurtosis | 1.049500887 |
| Mean | -122.2138964 |
| MAD | 0.1151608925 |
| Skewness | 0.8850529834 |
| Sum | -2641408.943 |
| Variance | 0.01983262202 |
| Memory size | 169.0 KiB |
| Value | Count | Frequency (%) | |
| -122.29 | 116 | 0.5% | |
| -122.3 | 111 | 0.5% | |
| -122.362 | 104 | 0.5% | |
| -122.291 | 100 | 0.5% | |
| -122.372 | 99 | 0.5% | |
| -122.363 | 99 | 0.5% | |
| -122.288 | 98 | 0.5% | |
| -122.357 | 96 | 0.4% | |
| -122.284 | 95 | 0.4% | |
| -122.365 | 94 | 0.4% | |
| Other values (742) | 20601 | 95.3% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| -122.519 | 1 | < 0.1% | |
| -122.515 | 1 | < 0.1% | |
| -122.514 | 1 | < 0.1% | |
| -122.512 | 1 | < 0.1% | |
| -122.511 | 2 | < 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| -121.315 | 2 | < 0.1% | |
| -121.316 | 1 | < 0.1% | |
| -121.319 | 1 | < 0.1% | |
| -121.321 | 1 | < 0.1% | |
| -121.325 | 1 | < 0.1% |
price
Numeric
| Distinct count | 4028 |
|---|---|
| Unique (%) | 18.6% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 540088.1418 |
|---|---|
| Minimum | 75000 |
| Maximum | 7700000 |
| Zeros (%) | 0.0% |
Quantile statistics
| Minimum | 75000 |
|---|---|
| 5-th percentile | 210000 |
| Q1 | 321950 |
| Median | 450000 |
| Q3 | 645000 |
| 95-th percentile | 1156480 |
| Maximum | 7700000 |
| Range | 7625000 |
| Interquartile range | 323050 |
Descriptive statistics
| Standard deviation | 367127.1965 |
|---|---|
| Coef of variation | 0.6797542255 |
| Kurtosis | 34.58554043 |
| Mean | 540088.1418 |
| MAD | 233941.7243 |
| Skewness | 4.024069145 |
| Sum | 1.167292501e+10 |
| Variance | 1.347823784e+11 |
| Memory size | 169.0 KiB |
| Value | Count | Frequency (%) | |
| 450000 | 172 | 0.8% | |
| 350000 | 172 | 0.8% | |
| 550000 | 159 | 0.7% | |
| 500000 | 152 | 0.7% | |
| 425000 | 150 | 0.7% | |
| 325000 | 148 | 0.7% | |
| 400000 | 145 | 0.7% | |
| 375000 | 138 | 0.6% | |
| 300000 | 133 | 0.6% | |
| 525000 | 131 | 0.6% | |
| Other values (4018) | 20113 | 93.1% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 75000 | 1 | < 0.1% | |
| 78000 | 1 | < 0.1% | |
| 80000 | 1 | < 0.1% | |
| 81000 | 1 | < 0.1% | |
| 82000 | 1 | < 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 7700000 | 1 | < 0.1% | |
| 7062500 | 1 | < 0.1% | |
| 6885000 | 1 | < 0.1% | |
| 5570000 | 1 | < 0.1% | |
| 5350000 | 1 | < 0.1% |
sqft_above
Numeric
| Distinct count | 946 |
|---|---|
| Unique (%) | 4.4% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 1788.390691 |
|---|---|
| Minimum | 290 |
| Maximum | 9410 |
| Zeros (%) | 0.0% |
Quantile statistics
| Minimum | 290 |
|---|---|
| 5-th percentile | 850 |
| Q1 | 1190 |
| Median | 1560 |
| Q3 | 2210 |
| 95-th percentile | 3400 |
| Maximum | 9410 |
| Range | 9120 |
| Interquartile range | 1020 |
Descriptive statistics
| Standard deviation | 828.0909777 |
|---|---|
| Coef of variation | 0.4630369538 |
| Kurtosis | 3.402303621 |
| Mean | 1788.390691 |
| MAD | 640.3860357 |
| Skewness | 1.446664473 |
| Sum | 38652488 |
| Variance | 685734.6673 |
| Memory size | 169.0 KiB |
| Value | Count | Frequency (%) | |
| 1300 | 212 | 1.0% | |
| 1010 | 210 | 1.0% | |
| 1200 | 206 | 1.0% | |
| 1220 | 192 | 0.9% | |
| 1140 | 184 | 0.9% | |
| 1400 | 180 | 0.8% | |
| 1060 | 178 | 0.8% | |
| 1180 | 177 | 0.8% | |
| 1340 | 176 | 0.8% | |
| 1250 | 174 | 0.8% | |
| Other values (936) | 19724 | 91.3% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 290 | 1 | < 0.1% | |
| 370 | 1 | < 0.1% | |
| 380 | 1 | < 0.1% | |
| 384 | 1 | < 0.1% | |
| 390 | 2 | < 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 9410 | 1 | < 0.1% | |
| 8860 | 1 | < 0.1% | |
| 8570 | 1 | < 0.1% | |
| 8020 | 1 | < 0.1% | |
| 7880 | 1 | < 0.1% |
sqft_basement
Numeric
| Distinct count | 306 |
|---|---|
| Unique (%) | 1.4% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 291.5090455 |
|---|---|
| Minimum | 0 |
| Maximum | 4820 |
| Zeros (%) | 60.7% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| Median | 0 |
| Q3 | 560 |
| 95-th percentile | 1190 |
| Maximum | 4820 |
| Range | 4820 |
| Interquartile range | 560 |
Descriptive statistics
| Standard deviation | 442.5750427 |
|---|---|
| Coef of variation | 1.518220616 |
| Kurtosis | 2.715574211 |
| Mean | 291.5090455 |
| MAD | 363.2358668 |
| Skewness | 1.577965056 |
| Sum | 6300385 |
| Variance | 195872.6684 |
| Memory size | 169.0 KiB |
| Value | Count | Frequency (%) | |
| 0 | 13126 | 60.7% | |
| 600 | 221 | 1.0% | |
| 700 | 218 | 1.0% | |
| 500 | 214 | 1.0% | |
| 800 | 206 | 1.0% | |
| 400 | 184 | 0.9% | |
| 1000 | 149 | 0.7% | |
| 900 | 144 | 0.7% | |
| 300 | 142 | 0.7% | |
| 200 | 108 | 0.5% | |
| Other values (296) | 6901 | 31.9% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 13126 | 60.7% | |
| 10 | 2 | < 0.1% | |
| 20 | 1 | < 0.1% | |
| 40 | 4 | < 0.1% | |
| 50 | 11 | 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 4820 | 1 | < 0.1% | |
| 4130 | 1 | < 0.1% | |
| 3500 | 1 | < 0.1% | |
| 3480 | 1 | < 0.1% | |
| 3260 | 1 | < 0.1% |
sqft_living
Numeric
| Distinct count | 1038 |
|---|---|
| Unique (%) | 4.8% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 2079.899736 |
|---|---|
| Minimum | 290 |
| Maximum | 13540 |
| Zeros (%) | 0.0% |
Quantile statistics
| Minimum | 290 |
|---|---|
| 5-th percentile | 940 |
| Q1 | 1427 |
| Median | 1910 |
| Q3 | 2550 |
| 95-th percentile | 3760 |
| Maximum | 13540 |
| Range | 13250 |
| Interquartile range | 1123 |
Descriptive statistics
| Standard deviation | 918.440897 |
|---|---|
| Coef of variation | 0.4415794093 |
| Kurtosis | 5.24309299 |
| Mean | 2079.899736 |
| MAD | 698.3239196 |
| Skewness | 1.471555427 |
| Sum | 44952873 |
| Variance | 843533.6814 |
| Memory size | 169.0 KiB |
| Value | Count | Frequency (%) | |
| 1300 | 138 | 0.6% | |
| 1400 | 135 | 0.6% | |
| 1440 | 133 | 0.6% | |
| 1010 | 129 | 0.6% | |
| 1660 | 129 | 0.6% | |
| 1800 | 129 | 0.6% | |
| 1820 | 128 | 0.6% | |
| 1480 | 125 | 0.6% | |
| 1720 | 125 | 0.6% | |
| 1540 | 124 | 0.6% | |
| Other values (1028) | 20318 | 94.0% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 290 | 1 | < 0.1% | |
| 370 | 1 | < 0.1% | |
| 380 | 1 | < 0.1% | |
| 384 | 1 | < 0.1% | |
| 390 | 2 | < 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 13540 | 1 | < 0.1% | |
| 12050 | 1 | < 0.1% | |
| 10040 | 1 | < 0.1% | |
| 9890 | 1 | < 0.1% | |
| 9640 | 1 | < 0.1% |
sqft_living15
Numeric
| Distinct count | 777 |
|---|---|
| Unique (%) | 3.6% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 1986.552492 |
|---|---|
| Minimum | 399 |
| Maximum | 6210 |
| Zeros (%) | 0.0% |
Quantile statistics
| Minimum | 399 |
|---|---|
| 5-th percentile | 1140 |
| Q1 | 1490 |
| Median | 1840 |
| Q3 | 2360 |
| 95-th percentile | 3300 |
| Maximum | 6210 |
| Range | 5811 |
| Interquartile range | 870 |
Descriptive statistics
| Standard deviation | 685.3913043 |
|---|---|
| Coef of variation | 0.3450154512 |
| Kurtosis | 1.59709581 |
| Mean | 1986.552492 |
| MAD | 536.2192073 |
| Skewness | 1.108181276 |
| Sum | 42935359 |
| Variance | 469761.2399 |
| Memory size | 169.0 KiB |
| Value | Count | Frequency (%) | |
| 1540 | 197 | 0.9% | |
| 1440 | 195 | 0.9% | |
| 1560 | 192 | 0.9% | |
| 1500 | 181 | 0.8% | |
| 1460 | 169 | 0.8% | |
| 1580 | 167 | 0.8% | |
| 1610 | 166 | 0.8% | |
| 1800 | 166 | 0.8% | |
| 1720 | 166 | 0.8% | |
| 1620 | 165 | 0.8% | |
| Other values (767) | 19849 | 91.8% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 399 | 1 | < 0.1% | |
| 460 | 2 | < 0.1% | |
| 620 | 2 | < 0.1% | |
| 670 | 1 | < 0.1% | |
| 690 | 2 | < 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 6210 | 1 | < 0.1% | |
| 6110 | 1 | < 0.1% | |
| 5790 | 6 | < 0.1% | |
| 5610 | 1 | < 0.1% | |
| 5600 | 1 | < 0.1% |
sqft_lot
Numeric
| Distinct count | 9782 |
|---|---|
| Unique (%) | 45.3% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 15106.96757 |
|---|---|
| Minimum | 520 |
| Maximum | 1651359 |
| Zeros (%) | 0.0% |
Quantile statistics
| Minimum | 520 |
|---|---|
| 5-th percentile | 1800 |
| Q1 | 5040 |
| Median | 7618 |
| Q3 | 10688 |
| 95-th percentile | 43339.2 |
| Maximum | 1651359 |
| Range | 1650839 |
| Interquartile range | 5648 |
Descriptive statistics
| Standard deviation | 41420.51152 |
|---|---|
| Coef of variation | 2.741815082 |
| Kurtosis | 285.0778197 |
| Mean | 15106.96757 |
| MAD | 13837.26422 |
| Skewness | 13.06001896 |
| Sum | 326506890 |
| Variance | 1715658774 |
| Memory size | 169.0 KiB |
| Value | Count | Frequency (%) | |
| 5000 | 358 | 1.7% | |
| 6000 | 290 | 1.3% | |
| 4000 | 251 | 1.2% | |
| 7200 | 220 | 1.0% | |
| 4800 | 120 | 0.6% | |
| 7500 | 119 | 0.6% | |
| 4500 | 114 | 0.5% | |
| 8400 | 111 | 0.5% | |
| 9600 | 109 | 0.5% | |
| 3600 | 103 | 0.5% | |
| Other values (9772) | 19818 | 91.7% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 520 | 1 | < 0.1% | |
| 572 | 1 | < 0.1% | |
| 600 | 1 | < 0.1% | |
| 609 | 1 | < 0.1% | |
| 635 | 1 | < 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 1651359 | 1 | < 0.1% | |
| 1164794 | 1 | < 0.1% | |
| 1074218 | 1 | < 0.1% | |
| 1024068 | 1 | < 0.1% | |
| 982998 | 1 | < 0.1% |
sqft_lot15
Numeric
| Distinct count | 8689 |
|---|---|
| Unique (%) | 40.2% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 12768.45565 |
|---|---|
| Minimum | 651 |
| Maximum | 871200 |
| Zeros (%) | 0.0% |
Quantile statistics
| Minimum | 651 |
|---|---|
| 5-th percentile | 1999.2 |
| Q1 | 5100 |
| Median | 7620 |
| Q3 | 10083 |
| 95-th percentile | 37062.8 |
| Maximum | 871200 |
| Range | 870549 |
| Interquartile range | 4983 |
Descriptive statistics
| Standard deviation | 27304.17963 |
|---|---|
| Coef of variation | 2.138408933 |
| Kurtosis | 150.76311 |
| Mean | 12768.45565 |
| MAD | 10118.66071 |
| Skewness | 9.506743247 |
| Sum | 275964632 |
| Variance | 745518225.3 |
| Memory size | 169.0 KiB |
| Value | Count | Frequency (%) | |
| 5000 | 427 | 2.0% | |
| 4000 | 357 | 1.7% | |
| 6000 | 289 | 1.3% | |
| 7200 | 211 | 1.0% | |
| 4800 | 145 | 0.7% | |
| 7500 | 142 | 0.7% | |
| 8400 | 116 | 0.5% | |
| 3600 | 111 | 0.5% | |
| 4500 | 111 | 0.5% | |
| 5100 | 109 | 0.5% | |
| Other values (8679) | 19595 | 90.7% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 651 | 1 | < 0.1% | |
| 659 | 1 | < 0.1% | |
| 660 | 1 | < 0.1% | |
| 748 | 2 | < 0.1% | |
| 750 | 4 | < 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 871200 | 1 | < 0.1% | |
| 858132 | 1 | < 0.1% | |
| 560617 | 1 | < 0.1% | |
| 438213 | 1 | < 0.1% | |
| 434728 | 1 | < 0.1% |
view
Numeric
| Distinct count | 5 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 0.2343034285 |
|---|---|
| Minimum | 0 |
| Maximum | 4 |
| Zeros (%) | 90.2% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| Median | 0 |
| Q3 | 0 |
| 95-th percentile | 2 |
| Maximum | 4 |
| Range | 4 |
| Interquartile range | 0 |
Descriptive statistics
| Standard deviation | 0.7663175693 |
|---|---|
| Coef of variation | 3.270620384 |
| Kurtosis | 10.89302168 |
| Mean | 0.2343034285 |
| MAD | 0.4225548992 |
| Skewness | 3.395749593 |
| Sum | 5064 |
| Variance | 0.587242617 |
| Memory size | 169.0 KiB |
| Value | Count | Frequency (%) | |
| 0 | 19489 | 90.2% | |
| 2 | 963 | 4.5% | |
| 3 | 510 | 2.4% | |
| 1 | 332 | 1.5% | |
| 4 | 319 | 1.5% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 19489 | 90.2% | |
| 1 | 332 | 1.5% | |
| 2 | 963 | 4.5% | |
| 3 | 510 | 2.4% | |
| 4 | 319 | 1.5% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 4 | 319 | 1.5% | |
| 3 | 510 | 2.4% | |
| 2 | 963 | 4.5% | |
| 1 | 332 | 1.5% | |
| 0 | 19489 | 90.2% |
waterfront
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| 0 | |
|---|---|
| 1 | 163 |
| Value | Count | Frequency (%) | |
| 0 | 21450 | 99.2% | |
| 1 | 163 | 0.8% |
yr_built
Numeric
| Distinct count | 116 |
|---|---|
| Unique (%) | 0.5% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 1971.005136 |
|---|---|
| Minimum | 1900 |
| Maximum | 2015 |
| Zeros (%) | 0.0% |
Quantile statistics
| Minimum | 1900 |
|---|---|
| 5-th percentile | 1915 |
| Q1 | 1951 |
| Median | 1975 |
| Q3 | 1997 |
| 95-th percentile | 2011 |
| Maximum | 2015 |
| Range | 115 |
| Interquartile range | 46 |
Descriptive statistics
| Standard deviation | 29.3734108 |
|---|---|
| Coef of variation | 0.01490275711 |
| Kurtosis | -0.6574075047 |
| Mean | 1971.005136 |
| MAD | 24.56566156 |
| Skewness | -0.4698053988 |
| Sum | 42599334 |
| Variance | 862.7972622 |
| Memory size | 169.0 KiB |
| Value | Count | Frequency (%) | |
| 2014 | 559 | 2.6% | |
| 2006 | 454 | 2.1% | |
| 2005 | 450 | 2.1% | |
| 2004 | 433 | 2.0% | |
| 2003 | 422 | 2.0% | |
| 2007 | 417 | 1.9% | |
| 1977 | 417 | 1.9% | |
| 1978 | 387 | 1.8% | |
| 1968 | 381 | 1.8% | |
| 2008 | 367 | 1.7% | |
| Other values (106) | 17326 | 80.2% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 1900 | 87 | 0.4% | |
| 1901 | 29 | 0.1% | |
| 1902 | 27 | 0.1% | |
| 1903 | 46 | 0.2% | |
| 1904 | 45 | 0.2% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 2015 | 38 | 0.2% | |
| 2014 | 559 | 2.6% | |
| 2013 | 201 | 0.9% | |
| 2012 | 170 | 0.8% | |
| 2011 | 130 | 0.6% |
yr_renovated
Numeric
| Distinct count | 70 |
|---|---|
| Unique (%) | 0.3% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 84.4022579 |
|---|---|
| Minimum | 0 |
| Maximum | 2015 |
| Zeros (%) | 95.8% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| Median | 0 |
| Q3 | 0 |
| 95-th percentile | 0 |
| Maximum | 2015 |
| Range | 2015 |
| Interquartile range | 0 |
Descriptive statistics
| Standard deviation | 401.67924 |
|---|---|
| Coef of variation | 4.759105384 |
| Kurtosis | 18.70115212 |
| Mean | 84.4022579 |
| MAD | 161.6658804 |
| Skewness | 4.549493367 |
| Sum | 1824186 |
| Variance | 161346.2119 |
| Memory size | 169.0 KiB |
| Value | Count | Frequency (%) | |
| 0 | 20699 | 95.8% | |
| 2014 | 91 | 0.4% | |
| 2013 | 37 | 0.2% | |
| 2003 | 36 | 0.2% | |
| 2000 | 35 | 0.2% | |
| 2007 | 35 | 0.2% | |
| 2005 | 35 | 0.2% | |
| 2004 | 26 | 0.1% | |
| 1990 | 25 | 0.1% | |
| 2006 | 24 | 0.1% | |
| Other values (60) | 570 | 2.6% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 20699 | 95.8% | |
| 1934 | 1 | < 0.1% | |
| 1940 | 2 | < 0.1% | |
| 1944 | 1 | < 0.1% | |
| 1945 | 3 | < 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 2015 | 16 | 0.1% | |
| 2014 | 91 | 0.4% | |
| 2013 | 37 | 0.2% | |
| 2012 | 11 | 0.1% | |
| 2011 | 13 | 0.1% |
zipcode
Numeric
| Distinct count | 70 |
|---|---|
| Unique (%) | 0.3% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 98077.9398 |
|---|---|
| Minimum | 98001 |
| Maximum | 98199 |
| Zeros (%) | 0.0% |
Quantile statistics
| Minimum | 98001 |
|---|---|
| 5-th percentile | 98004 |
| Q1 | 98033 |
| Median | 98065 |
| Q3 | 98118 |
| 95-th percentile | 98177 |
| Maximum | 98199 |
| Range | 198 |
| Interquartile range | 85 |
Descriptive statistics
| Standard deviation | 53.50502626 |
|---|---|
| Coef of variation | 0.0005455357888 |
| Kurtosis | -0.8534788732 |
| Mean | 98077.9398 |
| MAD | 46.72127898 |
| Skewness | 0.4056612082 |
| Sum | 2119758513 |
| Variance | 2862.787835 |
| Memory size | 169.0 KiB |
| Value | Count | Frequency (%) | |
| 98103 | 602 | 2.8% | |
| 98038 | 590 | 2.7% | |
| 98115 | 583 | 2.7% | |
| 98052 | 574 | 2.7% | |
| 98117 | 553 | 2.6% | |
| 98042 | 548 | 2.5% | |
| 98034 | 545 | 2.5% | |
| 98118 | 508 | 2.4% | |
| 98023 | 499 | 2.3% | |
| 98006 | 498 | 2.3% | |
| Other values (60) | 16113 | 74.6% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 98001 | 362 | 1.7% | |
| 98002 | 199 | 0.9% | |
| 98003 | 280 | 1.3% | |
| 98004 | 317 | 1.5% | |
| 98005 | 168 | 0.8% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 98199 | 317 | 1.5% | |
| 98198 | 280 | 1.3% | |
| 98188 | 136 | 0.6% | |
| 98178 | 262 | 1.2% | |
| 98177 | 255 | 1.2% |
First rows
| bathrooms | bedrooms | condition | date | floors | grade | id | lat | long | price | sqft_above | sqft_basement | sqft_living | sqft_living15 | sqft_lot | sqft_lot15 | view | waterfront | yr_built | yr_renovated | zipcode | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 1.00 | 3 | 3 | 20141013T000000 | 1.0 | 7 | 7129300520 | 47.5112 | -122.257 | 221900.0 | 1180 | 0 | 1180 | 1340 | 5650 | 5650 | 0 | 0 | 1955 | 0 | 98178 |
| 1 | 2.25 | 3 | 3 | 20141209T000000 | 2.0 | 7 | 6414100192 | 47.7210 | -122.319 | 538000.0 | 2170 | 400 | 2570 | 1690 | 7242 | 7639 | 0 | 0 | 1951 | 1991 | 98125 |
| 2 | 1.00 | 2 | 3 | 20150225T000000 | 1.0 | 6 | 5631500400 | 47.7379 | -122.233 | 180000.0 | 770 | 0 | 770 | 2720 | 10000 | 8062 | 0 | 0 | 1933 | 0 | 98028 |
| 3 | 3.00 | 4 | 5 | 20141209T000000 | 1.0 | 7 | 2487200875 | 47.5208 | -122.393 | 604000.0 | 1050 | 910 | 1960 | 1360 | 5000 | 5000 | 0 | 0 | 1965 | 0 | 98136 |
| 4 | 2.00 | 3 | 3 | 20150218T000000 | 1.0 | 8 | 1954400510 | 47.6168 | -122.045 | 510000.0 | 1680 | 0 | 1680 | 1800 | 8080 | 7503 | 0 | 0 | 1987 | 0 | 98074 |
| 5 | 4.50 | 4 | 3 | 20140512T000000 | 1.0 | 11 | 7237550310 | 47.6561 | -122.005 | 1225000.0 | 3890 | 1530 | 5420 | 4760 | 101930 | 101930 | 0 | 0 | 2001 | 0 | 98053 |
| 6 | 2.25 | 3 | 3 | 20140627T000000 | 2.0 | 7 | 1321400060 | 47.3097 | -122.327 | 257500.0 | 1715 | 0 | 1715 | 2238 | 6819 | 6819 | 0 | 0 | 1995 | 0 | 98003 |
| 7 | 1.50 | 3 | 3 | 20150115T000000 | 1.0 | 7 | 2008000270 | 47.4095 | -122.315 | 291850.0 | 1060 | 0 | 1060 | 1650 | 9711 | 9711 | 0 | 0 | 1963 | 0 | 98198 |
| 8 | 1.00 | 3 | 3 | 20150415T000000 | 1.0 | 7 | 2414600126 | 47.5123 | -122.337 | 229500.0 | 1050 | 730 | 1780 | 1780 | 7470 | 8113 | 0 | 0 | 1960 | 0 | 98146 |
| 9 | 2.50 | 3 | 3 | 20150312T000000 | 2.0 | 7 | 3793500160 | 47.3684 | -122.031 | 323000.0 | 1890 | 0 | 1890 | 2390 | 6560 | 7570 | 0 | 0 | 2003 | 0 | 98038 |
Last rows
| bathrooms | bedrooms | condition | date | floors | grade | id | lat | long | price | sqft_above | sqft_basement | sqft_living | sqft_living15 | sqft_lot | sqft_lot15 | view | waterfront | yr_built | yr_renovated | zipcode | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 21603 | 2.50 | 3 | 3 | 20140825T000000 | 2.0 | 8 | 7852140040 | 47.5389 | -121.881 | 507250.0 | 2270 | 0 | 2270 | 2270 | 5536 | 5731 | 0 | 0 | 2003 | 0 | 98065 |
| 21604 | 2.00 | 3 | 3 | 20150126T000000 | 3.0 | 8 | 9834201367 | 47.5699 | -122.288 | 429000.0 | 1490 | 0 | 1490 | 1400 | 1126 | 1230 | 0 | 0 | 2014 | 0 | 98144 |
| 21605 | 2.50 | 4 | 3 | 20141014T000000 | 2.0 | 9 | 3448900210 | 47.5137 | -122.167 | 610685.0 | 2520 | 0 | 2520 | 2520 | 6023 | 6023 | 0 | 0 | 2014 | 0 | 98056 |
| 21606 | 3.50 | 4 | 3 | 20150326T000000 | 2.0 | 9 | 7936000429 | 47.5537 | -122.398 | 1007500.0 | 2600 | 910 | 3510 | 2050 | 7200 | 6200 | 0 | 0 | 2009 | 0 | 98136 |
| 21607 | 2.50 | 3 | 3 | 20150219T000000 | 2.0 | 8 | 2997800021 | 47.5773 | -122.409 | 475000.0 | 1180 | 130 | 1310 | 1330 | 1294 | 1265 | 0 | 0 | 2008 | 0 | 98116 |
| 21608 | 2.50 | 3 | 3 | 20140521T000000 | 3.0 | 8 | 263000018 | 47.6993 | -122.346 | 360000.0 | 1530 | 0 | 1530 | 1530 | 1131 | 1509 | 0 | 0 | 2009 | 0 | 98103 |
| 21609 | 2.50 | 4 | 3 | 20150223T000000 | 2.0 | 8 | 6600060120 | 47.5107 | -122.362 | 400000.0 | 2310 | 0 | 2310 | 1830 | 5813 | 7200 | 0 | 0 | 2014 | 0 | 98146 |
| 21610 | 0.75 | 2 | 3 | 20140623T000000 | 2.0 | 7 | 1523300141 | 47.5944 | -122.299 | 402101.0 | 1020 | 0 | 1020 | 1020 | 1350 | 2007 | 0 | 0 | 2009 | 0 | 98144 |
| 21611 | 2.50 | 3 | 3 | 20150116T000000 | 2.0 | 8 | 291310100 | 47.5345 | -122.069 | 400000.0 | 1600 | 0 | 1600 | 1410 | 2388 | 1287 | 0 | 0 | 2004 | 0 | 98027 |
| 21612 | 0.75 | 2 | 3 | 20141015T000000 | 2.0 | 7 | 1523300157 | 47.5941 | -122.299 | 325000.0 | 1020 | 0 | 1020 | 1020 | 1076 | 1357 | 0 | 0 | 2008 | 0 | 98144 |